{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# pandas 进阶修炼 ｜早起Python\n",
    "<br>\n",
    "\n",
    "**本习题由公众号【早起Python & 可视化图鉴】 原创，转载及其他形式合作请与我们联系（微信号`sshs321`)，未经授权严禁搬运及二次创作，侵权必究！**\n",
    "\n",
    "\n",
    "\n",
    "本习题基于 `pandas` 版本 `1.1.3`，所有内容应当在 `Jupyter Notebook` 中执行以获得最佳效果。\n",
    "\n",
    "\n",
    "不同版本之间写法可能会有少许不同，如若碰到此情况，你应该学会如何自行检索解决。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 8 - 金融数据与时间处理\n",
    "\n",
    "\n",
    "\n",
    "<br>\n",
    "\n",
    "**<font color = '#5172F0'><font size=3.5>必读👇👇👇**</font>\n",
    "    \n",
    " \n",
    "有关于 pandas 的常用操作，在前面几个章节已经基本介绍完毕。\n",
    "    \n",
    "但是在利用 pandas 进行数据分析时，一个很重要的操作就是与带有时间属性的数据进行交互。\n",
    "    \n",
    "并且常常与股票、基金、数字货币等数据相关。\n",
    "    \n",
    "因此，本章是一个专题练习，将介绍\n",
    "- pandas操作时间\n",
    "- 股票数据分析\n",
    "- k线图制作\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 初始化\n",
    "\n",
    "<br>\n",
    "\n",
    "该 `Notebook` 版本为**纯习题版**\n",
    "\n",
    "如果需要答案或者提示，可以微信搜索公众号「早起Python」获取！"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 8-1 pandas中的时间操作"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1 - 时间生成｜当前时间\n",
    "\n",
    "使用 pandas 获取当前时间\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2 - 时间生成｜指定范围\n",
    "\n",
    "使用 pandas 按天生成 2021年1月1日 至 2021年9月1日的全部日期"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3 - 时间生成｜指定长度\n",
    "\n",
    "使用 pandas 从 2021年1月1日开始，按天生成 10 天日期"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4 - 时间生成｜指定频率\n",
    "\n",
    "使用 pandas 从 2021年1月1日开始，按周生成 7 周日期"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5 - 时间生成｜特殊规律\n",
    "\n",
    "使用 pandas 按天生成 2021年1月1日 至 2021年9月1日的全部**工作日**日期"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6 - 时间计算｜时间差（天）\n",
    "\n",
    "使用 pandas 计算 2021年2月14日 距离今天相差多少天"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 7 - 时间计算｜时间差（小时）\n",
    "\n",
    "使用 pandas 计算 2021年9月1日13点14分 距离今天相差多少小时"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 8 - 时间运算\n",
    "\n",
    "将第一题得到的时间减去一天"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 9 - 时间格式化\n",
    "\n",
    "将上一题的结果式化为 xx年xx月xx日-xx时xx分xx秒"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 8-2 股票数据分析"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 10 - 加载数据\n",
    "\n",
    "本小节的数据将通过 [akshare](https://www.akshare.xyz/data/stock/stock.html#id8) 获取\n",
    "\n",
    "如果你的电脑上未安装 akshare，可以执行下方代码进行安装"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "! pip install akshare"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import akshare as ak"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "如果任何原因安装、导入失败，可以取消下方代码的注释，从本地读取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 日线\n",
    "df1 = ak.stock_zh_a_hist(symbol=\"000001\", period=\"daily\", start_date=\"20170101\", end_date='20210914', adjust=\"qfq\")\n",
    "# df1 = pd.read_csv(\"000001_daily.csv\")\n",
    "# 5min\n",
    "df2 = ak.stock_zh_a_hist_min_em(symbol=\"000001\", period='5', adjust='qfq', start_date=\"2021-08-01 09:32:00\", end_date=\"2021-09-14 09:32:00\")\n",
    "# df2 = pd.read_csv(\"000001_5min.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 11 - 查看数据类型\n",
    "\n",
    "查看 df1 各列的数据类型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 12 - 时间类型转换\n",
    "\n",
    "将 df1 和 df2 的 日期 列转换为 pandas 支持的时间格式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 13 - 日期筛选｜区间\n",
    "\n",
    "筛选出 df2 时间在 `2021-08-03 09:35:00` 与 `2021-08-04 15:00:00` 之间的数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![公众号：早起Python](http://liuzaoqi.oss-cn-beijing.aliyuncs.com/2021/09/18/16319660121648.jpg?域名/sample.jpg?x-oss-process=style/stylename)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 14 - 日期筛选｜指定\n",
    "\n",
    "筛选 df2 时间为 2021-08-03 的全部数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 15 - 金融计算｜涨跌额\n",
    "\n",
    "`df1` 新增一列 涨跌，计算前后两日收盘价之差\n",
    "\n",
    "注意：虽然我们的df1包含涨跌额列，但是这个操作很常用，所以练习一下"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 16 - 金融计算｜涨跌幅\n",
    "\n",
    "`df1` 新增一列 涨跌变化率，计算前后两日收盘价之差的变化率\n",
    "\n",
    "注意：虽然我们的df1包含涨跌幅列，但是这个操作很常用，所以练习一下，结果可以用于验证"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 252,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 17 - 金融计算｜移动均值\n",
    "\n",
    "计算收盘价的5日移动均线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 18 - 金融计算｜移动均值（可视化）\n",
    "\n",
    "计算并绘制收盘价的5日移动均线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 19 - 金融计算｜移动均值（可视化）\n",
    "\n",
    "同时计算并绘制 df1 的收盘价、5日均线、20日均线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 20 - 金融计算｜指数移动平均值（EMA）\n",
    "\n",
    "根据 df1 计算 EMA20"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 307,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 21 - 金融计算｜MACD\n",
    "\n",
    "计算 df1 的 MACD 指标"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 309,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 22 - 金融计算｜布林指标\n",
    "\n",
    "计算并绘制布林指标，计算方法参考[百度百科](https://baike.baidu.com/item/%E5%B8%83%E6%9E%97%E7%BA%BF%E6%8C%87%E6%A0%87/3325894?fromtitle=%E5%B8%83%E6%9E%97%E6%8C%87%E6%A0%87&fromid=258891&fr=aladdin)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 23 - 日期移动｜值\n",
    "\n",
    "将 df1 的索引设置为日期，将 df1 数据向后移动一天"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 24 - 日期移动｜索引\n",
    "\n",
    "将 df1 的索引设置为日期，并将全部日期向后移动一天"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 25 - 日期重采样｜日 -> 周\n",
    "\n",
    "按周对 df1 进行重采样，保留每周最后一个数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 26 - 日期重采样｜日 -> 月\n",
    "\n",
    "按月对 df1 进行重采样，保留每月最后一个数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 27 - 日期重采样｜分钟 -> 日\n",
    "\n",
    "按日对 df2 进行重采样，保留每天最后一个数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "微信搜索公众号「早起Python」，关注后可以获得更多资源！"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 28 - 日期重采样｜低频 -> 高频\n",
    "\n",
    "将 df2 的 5分钟 数据改为 3分钟，缺失数据向前填充"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 8-3 K线图\n",
    "\n",
    "<br>\n",
    "\n",
    "**<font color = '#5172F0'><font size=3.5>必读👇👇👇**</font>\n",
    "\n",
    "在 Python 中绘制k线图有很多方法，例如可以直接用 matplotlib 进行绘制。\n",
    "\n",
    "本习题将基于一个简单易上手的库 `mplfinance` 进行展开。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "如果未安装 mplfinance 需要先执行下面的代码进行安装！"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "! pip install mplfinance"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "安装后执行下面的代码导入"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "import mplfinance as mpf"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用 mplfinance 有固定的格式!\n",
    "\n",
    "数据必须是`Pandas DataFrame`格式，必须包含开盘价、最高价、最低价和收盘价，需要使用`DatetimeIndex`作为索引\n",
    "\n",
    "为了方便大家练习，第一个K线图我将引导大家制作！\n",
    "\n",
    "首先就是将数据处理为它指定的形状👇"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 29 - 数据处理｜选择列\n",
    "\n",
    "<br>\n",
    "\n",
    "筛选 `df1` 中`'日期','开盘','最高','最低','收盘','成交量'`几列，并命名为新数据框 `df_new`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 30 - 数据处理｜修改列名\n",
    "\n",
    "<br>\n",
    "\n",
    "将 df_new 的列名修改为 `'Date','Open','High','Low','Close','Volume'`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 31 - 数据处理｜修改索引\n",
    "\n",
    "<br>\n",
    "\n",
    "将 df_new 的索引列修改为 Date 列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 32 - 制作K线图｜日线\n",
    "\n",
    "根据 df_new 绘制日线级K线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(df_new, type='line')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 33 - 制作K线图｜添加移动均线"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在上一题的基础上，添加5日、10日、15日移动均线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 34 - 制作K线图｜添加成交量"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在上一题的基础上，添加成交量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 35 - 制作K线图｜周线"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "对 df1 进行重采样，制作周线级K线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 36 - 制作K线图｜蜡烛图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用 df2 数据，筛选出 8月3日 的数据，制作蜡烛图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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QYAyrldjzz6Lf+WfxZpGTy8xST2VmdRXebS84lwUJNgrNg5fluzgM7k/oRnJQKDarBTtOIjCw5+YR5nTdqwoQ5gR7bh4OazDGEVSP9zUiCLYYzHfuxw6sp5hnnfuZZGlb62vLDWhz7pm8ElzOhtQNFJhOegSFcUVUO+JQEZOINC4lnyKNJLTn0Vgiwin+dQPY7b4Ox298ZnOQOP5KAAxggqUN0WWpTfZ+sYaNf1ra8m/HXsxDeu5sQDxBdDCCCMvO5/8evI+g/dk4UtMxgoOJu2wEcWMuwhbjmi1pS7iFGc69dI63Ejt4AGzcWnl98W1JvPsmok47BXfaGew0+WPak8y552GSg0KbbDurcoIRzq2Wdsxx7qcMkz8p4SnnPi6qogOzyHTyq1nEL2YxvyXa6PX8U/yIE3eu+Wd5MVMyd5AQatBu5NDK966KiBwBJZ8ijSDylD4kz52BYbHgKCgk/7vVWN//mLLmd9WyXlYUZvPf4IP3Pl5txHGSEU5KE79vDyOUy/c5mP3JUq4eeRnHtW5Pe4Joi81TCZ6Sm8ujH3568FJ6YRF7n1/MvsVvE3PRUNpefRkh7dsBsCPUwolLFlC0fiMZr7xJwcofib30AtpNHIc1ItzzvicQxumpeYx65Q12Xn4NFlzvZbNasDucbE+pfssPLYiqqkAKXPcs5mRnHVYkFRMbR2xsHD2NMG63tONZ5z6KMdlKKS/FOQiKjeGvvbv5OdLCpnCD7aEWnO7vp+XgFzXMsBBrsZHqKAMg1WJy7LMz+L9ykxHOfDRvkYgcKSWfIo2g7dWXYVhcF2etkRHEnH8WMeefxWzTpJdjHycb4ZxohHkutbYEa0ry+Xf2bs/j03IcnN66ldfev1uJyV9TnmDg3y4luU34Yc+Hh7uGM8rNzT7suYx5L7D1hZeZvfZnvm9l4LqQDeHH96TTv6biyMvHGnVwW8r2ZzKaaIbFt2VfiCtpHD58WLWxud+7tjgObQvw6kvPM+epJz2P3cVXN99+D7fecS8ARxuhjMu28iwZBMXGkBUZSv8v/sub0VGe72lFYQ6TbUv/y7QLL2PEUcdgw2BVST7/ydvHn+XFAGQHGbxqZtGqo43Ea6+i+JOv693DH2jFPtnZWUx94WlGjLqGmJia4w20bRPxJQ0yL3KEQhMTiBxwMuCqVHbkF3iecxgGv1LMS2Ymdzh38y9HOl8488lr5jno5rJiHsnc6RkWPfX1dzgt178u3Ma378DKNRtY8fUaXnptKQAvvbaUFV+vYcXXa/hu5a+MiEnkMUsCF2bYKdx88JJ7xcQz678f8+M5F3NskYlhGJXWu+LrNby8xLXul5e41n3ovOc1xVHVHOnXjJ9QZdtrxk+o1C4ur5h1Y66nPCMLgKDYmEqJZ2laOn3zHNxliee23XY23TON451Wgg0LFsNgUFgUz7Y7iptLgsj+/kfP6/JtBt0enkzPZUtoc+0VWKoYk7Q67mKfnOysOr/Gl3Kys5g2bVqd4g20bRPxJfV8ihyh9pdd6Pmlnvn6u2S88hahvXsROrgvR4++lEKr65KmE/iTEv40SyAxiJPefLFZJqH77GU8kLGdEtOVbB5vt/D1Q9Mxvhjp48gOd2hil5jUmeSu3SotsxoGvQpN1pw3ii4XjyD++rGEHdudsl2ppM54hrxVa7Hn5lW7Xvdtp4lJnemSXHnd9YnDLfbA5fW6tC3ctIWt199O1/lPEpzQntKdu8n/ciXZn33Dnu++55GvfiQ5NrTa2yAMw6CH08KvV07gpR9+Yl2HVvyKqyfUFhtNuxv+Tuuxo8he+iGZ/3kX+/7MatYkInKQkk+RI+AEOlx+EQCmw0HOB5+C3U7BDz+xc9knzBl8Ic7kRH42i/jFLCKjwhSJMQP68l2+gxN9E3qTWZy3jxyn63LsscHhXFtkZ04DZy/yK6ZJ3lffU/Tdj9ji22LPyASHf/XmVqVs5x62Xv4PrDHR2PdlAGC326GeU3EmlpmcZm3Hql1bePynz2g3/FwMqxVrZARtxo0mbsxFZL33EYVzFjTFZohIM6LkU1qE+sxOA1RZGFLVsq1hBiHt4gEo+GGt55e7mwU4ygjlaCOUy81Y1mWmss4oZVUrA4fVwu9hBptSthBsVh1HoCnE5IuiHMBVuPJI686k52yrtn1di2yg7vvEG+zp+33yvg3hcDigqJjyouLKy6pQl884vhw23nIf2QvfIP7aK4gZdjZGUBCW0BDaXHExcaMu4MNSK5eZ5bQ3ghp3Yw5R3QxVVR1L9ZnNqqnjrUpzOP5F6qpZJp9paWmMGDGCefPmMWDAAM/yn376idmzZ/Pnn38SFRXFOeecw2233UZkZPWzhwD89ttvzJw5kz/++IPw8HBGjhzJ7bffTnBwcFNvijSC+sxO4y7uqGuxyLrIg/fQ5bz/SY3vsS99L5f16wVAj389QvtRIym3WbhuzjT2vv2/SnEEqh9sDsoOjNVzTngM0VYb6VW0q0+RTX33ib+JiY1jypQpxNShCCUmNo6bb7+nTm1rU9tnXLFNQz7jsl17SHv8afa/8Bqtx44i9qLzsYSGYgkK4tcg+M2ZSl8jnGFGNElG/c+VtRXw1DbzVcVjqa6zZDXlsVef85BIc9fsks89e/Zw3XXXkZ+fX2n55s2bGT9+PH369OHpp58mPT2dWbNmsXv3bv7v//6v2vXt3LmT8ePH07t3b55++mm2bt3KU089RX5+Po899lhTb440gvrMkOMu/qhL70Su6eCvMNcNfeUZWeR/u7pOcURHx1Kw7HMY5boHMumqyyj+9Btyc7Orfd+AYBh8azvYozYysnW1TWv6nA/tAarYdveuHYwfO4qXXltKYlLnKtv7m9jYOKZOncq2PTm1XumOjY3zVKwfqfp8bvX53h/Kvi+D9Nn/R8ZL/yF29IXEjRqBLaoVJrDGLGKNWcQJhDHcEl2vCtfaZiKq7rg+9Jiu2LamGaqa+tjzhxhE/EWzST6dTifvvfceM2fOrPL5Dz/8EMMwmDdvHhERrr/g7XY7U6dOZc+ePXTs2LHK17344otEREQwf/58goODOeOMMwgNDeXRRx9l4sSJ1b5O/E9dZsiBw4s/qrPSLPAMYp79wadQx/sarVYrZX9sonTbDkK6dibipF6EH92V3J/W1un1/irujEFkHMguTgyJoEstA6zXJ2GsT0GOHFSfz+1IE3hHdi575y5i89PP8cDXX7E2NoiCA0PT/0YxvzmL6RxvJbpf7yN6n0PV9bgGCIqOIuaMgdhax1G2K5Wy7Tsp2rm79hc2oupmyRJpSZrNEbBp0yamTp3KlVdeyaBBg5gwofKwI2VlZdhsNsLCwjzLYmNjAcjJyak2ifzuu+/429/+VukS+/nnn8+0adP47rvvGD16dBNsjfg70zT51jw4pFLWfz+u9zqy319O+9tc39O4i4aSFuDJZ8erDx4LIyOq7/WU5s2el8+peU4ub92Rb8wCPjXzyD5QaLcj1ELvt1/iw3wn15oOIrww7m2u6eDnSAsnvDqf2IH9MYIq/9pzlpVRtG0H77Sx0s2ZQ4cDM2C1bz6/HkX8TrMZ57NDhw6sWLGC++67j9DQw3tcRo0ahWEYzJgxg+zsbP766y/mzZtH9+7d6dGjR5XrLCkpYc+ePSQfcqk2Li6OyMhItm/f3hSbIgFgE6Wegcezf1hD2a499V5H7kefY5aXAxA7fAhGcNMWZzSlHBvEnXkqAK0tNgaFRfk4IvG1EMPCEEsU0y0ducaIo22FZO7XVhYecqayxlmIWc+q+7oITerIqlYWnnDs5S7nbj5ubSXu9EGHJZ4AluBgInsczZ8RFj40c3nBzOARZxo3OXcxJ8FGrxeeZm2khRxTU+aKNJZm86ddTExMjc9369aNO++8k0cffZRXX30VgI4dO7JkyZLD7r9xy8tzjd1XVUFSREQEBQUFhy2vyDAOjvHna+44/CUeb6rLNtd3X33rPHhPcdob7+FwOqgwipLr8SHr9azfcP1z5OaS9/UPRJ9zOrbYaNqce2aVcfjLvqsYx6Gx/NzK4hnr9JQSk21//eV5zl0t3RjHQ00xNGVb97JD97NnWR1e29j7r6k+i7q+r/t7XPnJw98n2DA4g1acakaydH8KH4eUYo0IJw8nC8wMVhHGWCOOOMNWqRp8z+4dnv8N4/D7Tt3r356SgolJmmGyzupkjVHCKd8u43MASiuFV7Z3H3lfraR401ZCOnUkJLkTIZ2TCElKwDjkUrgJ5NoM2gz5Gx8DHzt2k1hmcrw9iDOi4ml7oJLfHfOh8ULlmOv7ucmR85dzZ0tRn8+52SSftVmwYAGzZ8/mqquuYsiQIWRnZzN//nzGjRvHkiVLaNOmzWGvqekvctN0zWZSk+SEGM/9pf4iOSHG1yF4nb3Q1Qtns1qwWSt39rsfJ8VH0bVjTJ3Wl+ew8/PunQCEY5Dxyec4S0urbNvzqAQSDnzm7jisFgPrgbm0897/hOhzTgegw+hLqowjMzOTqVOncvPNN9O6te8uZ7vjPzTGUqeT9XYbYOIsL+eBwecweX/GYa+v+Fk0dgxViQ5NZsqUKZx0bDKtWx9Z21AjAYDcnOorx2vbvsY+9hpz++qjqu+xm3ngcXX759Ki/Uw7czgTvv2U9VbX/aC/msVsdqZxuRHO+P69wFl57NRxVx2sSt+zZw8JCa59EUwHWp3Ui5u/XU6bsLMI79r5QKvKVxCSbCH0dlqYcsEl5P/2R5XbZATZWJWyleKYKH7P2s+8d5cS3i2Z8K5dsIYfuFXLMNgdYrA7xMHHjlSOCgrlRIeF+64aSeGmLVXGWzHmI/ncMjMzmTNnjs/PAYGqJf7e84XCwrpfvWsRyafdbue5555jxIgRPPzww57l/fv3Z8iQISxcuJB77rnnsNe1auWaQq+w8PAKxKKiIs/z1UlJzSE8vPwIo28chuE6AFNSa6+4bW52pbt6sO0OJ/ZDBgV3P96VnoctIqdO6/vcmUf5geGEBhqRPLjyF09F8birRvHyEldFcXh4BCVmONv25FSKw+E0MZyu1+f/+AtlqekEJ8QTd9op/Lbn8DhStqUwbdo0Tjv7ApK7+m5KJHf8h35W3zkLKDjwefQqs/LwOx/X+lk0dgxVs3LNP24jtwRya33f2tqG8/1PNVeDV7d9TXfsNeb21V1V32M3x4HH1e2fXel5lKbuZeSeUgZ16cB/nFnk4aTYdPKKWUDvpS9xW1QH+iYkVXqdu4L9962p/Oww+MUs5meziD7/fa3KGBPsBgOCoznZCKODGYRhMThl0dtVHqfg2n9tiIIcsG/PZeNt9xMdE4vVZiPi2O60+ttgos46ldAunTzvsbW8hK1Av+VLKdm5m7wvV5L35XcU/7kFs7zcVcGek83GramUmOFH9Ln5yzkg0LTk33u+UJ/RGlpE8pmVlUVxcTEnn3xypeVt2rQhOTmZvypcIqwoPDyc+Ph4duzYUWl5VlYWBQUFdOtWc7WtadZ7EpEm548xNbW6bG9dPxfTNPnaefB2i1ONSNrFx1V6n46JB6dRrLhOz8/mgX8HFua8v5x2N1wDuMYN7V1DHL7cd+73PvSz+rLCLQgXtOpAl6jQWj+Lxo7BG9rF11wNXls8zeXYq/J7TIVlVL+tFV/bz4igpyWUt81sVpoHhiE6+UReNaEsKporo9oSbFgoNZ38ZnVwzKxpPN3RRrFzX5UrzlnzC5d1O5Gz23SiTYjt0Kc9+6+q72bF5e7/rRYrNqsV+1/byNi0lYz/exVrUgJBp5zMoFtuZG/IwasooZ0SCf37aNr9fTSmw0HZnr2Ubt9JzoZNrAs3cDhLKav4GTXwc2su3yFv0+fmHfX5jJtNwVFNWrduTUxMDGvXVq4mzsrKYvv27SQmJlb72sGDB/PVV19RVuY5dfDJJ59gtVo55ZRTmixm8U8plLEHV292F4IbNHj2oXI+/BTzwDBNv0ZYcATQWXKbWcr2A79WOxLE0YT4OCIJJJGGlfGWNtxpaUdsuet77zBgSf4+bkjfwiOZOxiVupEFIXY6XHYhxdaDl6utQC9CucaI49bddtZdfi398520MZquT6U0ZSc7573IdXsdPGnpyJAsBzmrf8KscKuAYbUS0qkjUacPpNMN4/iwjY0Zzr38u1MQA39cQdcFs2g/+SZiR43A2jq2yWIV8WctoufTarVy88038+ijjxIREcHQoUPJzs5mwYIFWK1Wrr32Wk/bdevWERcXR6dOrssr119/PcuWLeP6669n/PjxbN++ndmzZzN69Gg6dPDfga2laVQcXul0o+aZsapz6NSG9tS95K38kejTB1JgM/idYk4k/LBCht27dnj+svTFdIBVTWH4ZbuD9/icZbSq9T5oaT6qmqKzqmW1fYfi23egpxHGP9LsTFq2mC43XIvTgF32UnbZK99LHeQ0OcESwclGOMcbYYQbrv6TFGdV82gdGYfDAYbrfkyH0wSz8va1Nmz0z3fywOjraZ2cTOyZpxLZv7eniMkSevgfYiHt2hLSri0cGOu07T+vZuf908n9ruYJKkSamxaRfAKMHTuWVq1a8dJLL/Huu+8SGxtL3759mTdvXqWez9GjR3PxxRfzxBNPAHDUUUexaNEiZs6cyS233EJsbCzjxo3j1ltv9dWmiI+UmE5+PHB5MASD/kb9islqmu7Q8tpbRJ8+EIBvnQW035972FR8hxYy+Go6QPe0hEGxMZzx81dgQBgGAyp8Ho05TWRFTbVeqbv6TNtZ23cIDn6Pg0zY9uSzzB/3T96JsvFXuWsu+laGlWPLTV6ceAuLH5pF9+S2h63P19OSZqakkJmSAosWuxpYLIQmtCe8W1fumfsc+a3C2FlWyNbCHIJioj3rsUVHkTxnOimz5pD73Et+PU2sSGNqlsnngAED2LRp02HLL7zwQi688MIaX1vV6/r27ctbb73VaPFJYFpjFlJ64OasfkY4oUb97lqpabpDBzDXAQVW12wwp5e6Lu1HR8ditVmxHtL74s3pAKublvSGD97CfqCjc5ARWenzaMxpIitqqvVK3dVnKs6GTCmZZFqY0+4oVpfkE2pYOCEkgm1//cWTK74i6MGqY2qqaUn37D5YnNQxseZpSaudwjT6wB+Ioa3Zm2Nj/64iMoMMvgwuZU9cBIbFQtd7bmXkbbcRHRbfKNsg4u+aZfIp0hQqXnI/zah5pIPq1DTd4WnObD4283ACv0W4Ejn3VHxWi+GqkPXB7aBVTV/oxKTj2Ms9j89s4Ochgam+Pe71nVLSahg+najg0LE5E5MqFydV1datpilM27dPoP2Bnztt28KExQvocus/Afg9xGS6cy83WdoSbwTuhBMiddEiCo5EjtRus4xtBwprEgiiK0deaHSoUyvcQ7ou0uLXIyP/YXUSmugab/FYQmmvX5Yi9WIA2596jkv32Qk5MMp8KuU85kzjN7PYt8GJNDH1fIrUwXeVej0jm6SwJt4Iogch/EkpOUEGMaf0hU0pjf4+jeFr28HCizMt6vWUmtW1OAkOzohV27LmokexyYmWDsxz7iMdO8WYzHHu4+xCK/0zSjCovlBLJFAp+RSpRblp8sOBQiMbMLCaQqP6FD1U1/Y0oxV/mq4K3w5XXEL61H8fWfC1yM7O4tWXnuea8ROIrWOxxu7yUjZaXdf/o+wmJwaHNWWIEsAaUrwzfPiwWtseifoep1OmTDmiY7ou7WONIB6wdGChM4NfKcYEPotw8J/vvuXPOx/CUeA6/1RVqCXNR0POx4FKyadILX42iyjENY7fyUY4kUbVM4zUp+ihurYnG+GEmxaKcNL2vLPJeOoFKCpqePC1yMnOYs5TTzLyolF1Ptl9WJjp+fnkfCeWNv57e4D4Vn2Kkw5te2gBT2P19tX3OJ06dSrb9tQ+Q059i54ObR9uWLjJ0pZlZi7/M3MBaHveWbTqfhQ77phC6Y7dgPcKDsX7GnI+DlRKPkVq8a15cAaf0xo4tmddBRkGA40IPjfzsYQEEzPsbHKXftCk71kfJU4nywtdvVjO0jJOKjCgjY+DEr9Wn4SxqrY1FfA0NxbDYIQRQ3BaJv8JLcYW1YrQ5M50WzyP1Gn/Iv/rH3wdokijUMGRSA3SzXL+xHUZvC02jiG0yd+zYoLb+uLqL0H6whfFORSYrl7gfcs+JcJZywtEpN66F5usvWgsJSmuezytkREkzZpCx0fuxhob49vgRBqBkk+RGqw0K8/jbvFCBXqiEUxCqSurC+2WTFivHk3+nnVhmibvFxy85J66+E0fRiPSvBVv28GWa24m78uVnmXR55/FMe8sIv7SEb4YdU2k0eiyu0g17KbJygOFRhZgcD1nNDoSJxU4SQ1x/W0YM/J89m04fPKDhqrLdIdV2VBWxNbyEgCSnAZf/bK+0WISkcM5C4vYfc+jxFx4PvG3XI+1VSS2mCh6/vtR/lPs5B9mOe00zFnAc5+TDz0fQ/Md2UDJp0g11lNMLq7hYE4gjBjDe4fLsYUmH4QWYY0IJ3rIGex/9nkoqL3wqLZqyfpMd3ioir2ep5dbWVzXjRFpAE2lelDO/z6h4LsfaX/XRKLOPg2AlDALU51pjDSiGWJEYfXjcYGlelWdkyuej6H6c3IgV8frsrtINdaaB5O9Uy1NW2h0qBAT0t//BABLeBhR55xRp9e5qyVzsrOqfL7idIdxcW0q/YuOjq3UpqJsRznfFOcBrrm2+zp06pCm5a4GD7Rfqk3FnpnF7vseZ/ttD1Galg5AGSZLzRwed+5lx4Eh2iSwVJzG+I8NGyv9W7bso0ptDlXb+d6f6TeISBVM02Sj6brEHIzBcXh/LMu0N9/1/Bw98rxGXbd7usOK/w6de7uiDwuzsB+4y+y8iFiCUS+LiC/kffMDPw65hD75Ds9RuJMyHnPu5W1nNqWmqgADkXsa44r/uiQn+zqsJqPkU6QKadg9l9y7EUKQDy5p5a/7neK/XDO7hB3Xg5BuvjkRZRgmb+bvB1xTAo6IVE+UiC85Cgo5P8vJPZZ4EnDd82kCy808pjjT2KDpOcXPKfkUqcKfFU7ePY2mH16pOlnvLfP8nPj4/YSdcPj9muC6byhl25ZKN6ynbNtCyrYtpO9NO6IY3ggup/TACNsXRMSRYAs5ovWJSOPoZoTykKUDFxrRngKODOzMdu7jf84cnLWNjC8Bx32ur+p8f6Tnem9SwZFIFdyX3MG3yWfOR58TP+FqbDHRhHRJIvnF2WS+/QG5jzzpaXMkN6zXpt2I8zxTacZZbFwX3b4BWyEiTSXowMD0fcwIXnVmsuXAuMQfmLnsMMu43tKGcKPqfqb6FKw0VdumlJ2dxdQXnmbEqGuIiQn8KzZHUjDqb9TzKXIIp2my6cAJPBwLnQj2WSyOvHx23HgPJRs3e5a1vmwE/Ve8y6Yw160AR3LDek2KLdDt4bs9j2+KSSDCUv19oSLiOwlGEHdb4vlbtgPT6brv8zeKedyZRqpZVuVr6lOw0lRtm1JOdhbTpk3zeRyNpaEFo/5IyafIIXZQRtGBudyPIcQrA8vXpHTrdnb843b2PvM8zhJXj2xI+3YsbWdjvmM/+Qfywca+Yf3LGAvBbVsDcEpoK04LizribRGRpmMxDAbnOVk/fhKhDtcVi3TsPO7cW2n0Dgls9S0Y9UdKPkUO4S+X3CtxOMl6/V22jrmB/B9+8iz+mSIWJNjocMWlOBtxzpO/zBJ+aeU6mQWbcHNMAobGERQJCFlff8+1e+10PFCMVIrJc879vOvM1n2g4hd0z6fIISomnz0M7w+xVJPy1L2k3HQvQWcM4OR/PUax1aDUYnDMjId4xlHO/eWlJAUdWUGQA1jsPHiZ6oJyK+1svrv1QERqd+gsOYUpO7jS0ZlP2oWwPtR1JecjM4+dZhkXZTgwC4vqNMNZS5x9R5qekk+RCspN03PDfjRWOvjpIZL+3jL+ecdUVnWKYdWBKUC3WE3+mf4XV0W14/JWbQiqpsigNj9EWUilHID83zfyt64nNlbYItIEais6fOL39SyPdGACv1PCmoKd/D7hdgo3bz2sbcWClaYsZpSWTZfdRSrYSinlBy5f9zRC/fpSc4QTrre0YUy6nZLdqQCUY/JyXjp37N9GhqO83usM69KJ72JcpwXDNNl836NYNaC8iF+rrujQXXDYJ7OE2yztiDjwKz+sSydO/t9rJI++tMaCleZU4CL+xT+7dUR8ZGPF8T3xk/s9a3FUicmaoZcy5dcf+SrIgRP4s6yYG9O3MM5Sv8Sx+2P34ziQcPfNd/Ll+g1NELGINAV30WFVjjPCeNDSnqdL9pAebGANC6Pzkw+R1edEClb+SOGWFHLzcqp8rbvARZrW9vISVhXneTpAMm12Ot8ygW+jLfzuzCE72kLnWyYQFhaOxWLBLC0jd8XX2NP3+zjy+vP5tykjI4N9+/bRsWNHoqOjfR2OtHB/Vpgf2W+KjerAUVTMpeU2LkrowqNZO9nvKCfbaeeZEEgYe3mdSpFihp9D7KmnABCLlTNyypnVtGGLiBe1NYL4+147d/68gviLhgEQd/lI4i4fCUD34mJetNro7NxPB4KwhhuEH30URl4RqFCpyVhCQvhvkJ3P0/+i0uSowZB8x418A2DmQoyV5DturPTaqHP/Rso1k7wYbePwSfJZXl7OwoULeeutt0hLc43IP3fuXEpLS3n//fd54IEHSEpK8kVo0oIVm05SDtzvGY+NOMPnf5vVW8+QcOa168ZjmTv5rawQp+HqzfywwMnEGn55WKNbkXDHDZ7HV1riCDFTvRGyiHhRkAkbb7sfx9YddLh1Aobt4BA91rAw0oF097BMbW30X/EOpt1BWWoaJZu3kf3OhxSt/c03wTdD20MN+i1/mxVBjga93pGV3cgReYfXf7uWlpYyfvx4fvnlF8wDvwzd99Vt3ryZr776ig0bNvDmm2/SoYNuYhbv2UyJ56/OHgHU63moWKuNJ9sm83xuGu8VZALwW6SFJ517GXHg94zDUflE137SddhiYwA4pshJ71bhpBx4bntKCoeqapmINK5Dj9PqljVE+qtvkff190T0OZHQ5E4Ed0kiuHMiYZ0S4ZB73Q2blZBOiYR0SiT6nNMp+m0D6S8uIev9ZdWs3Xfc1fkAe3YfrNA3zZqr+Q/V1JX8BaaDt81sVsbbCKMTADYMLmvVhmODw13x79nDTTdO5NEnniK+fQfS96bx0L23E9kqCqvVillaRuHP65ssxqbk9eTzhRde4Oeff8YwDM4++2w+//xzz3NFRa6/tvbv389zzz3HI4884u3wpAXzy/E9G8hmGNwYk0CrzFxeMguwhoaynTIWJQQR3f9kcn/82dM25pS+xF14PgD2/AIuLIuFVq6TL8Dw4cOqfR93GxFpPO7jKje3+l6thh57Fded+1s2/FY5eflqzR+Y8W1IM8vZkJ3Ou999RqtjjiakUyKWENeQa+EnHEvys4/T9oZr2BBu0Nk0j2gyjsaaurO66SfHXVX3av6KqqvkP5LpQ03TZI1ZxH/MLPIrXGRPdhjcn9CNLkEHf/dsdu4l84tvObrYJNkIJ6XYJPOLbzHj2gT8Pbhej37ZsmUYhsGYMWOYMmUKPXr08Dx3//33U1xczNtvv83KlSu9HZq0cJXG9wyQYqPaDHBYueWycZz1v/+QZzMotECfNxdxTraDvvlOHMCLCTYyD7S/iGi6t0sAIL59B1au2eDpFdi9awfjx47ipdeWkpjUWWP8iTSRpjz2Kq67pvUmGcG0zXXy2KR7iItrgy0khOhz/0abv19OSNfOAEQeewzvAd87UxlqRHOKEYGtAUmoezrOkReNqjWZq6ltxap/9+xuNqsFu8PJ9pQUhg8fVm01f0h8O6ytXIm5w+GgID+PnWWFOMzDRw3Zk5/F82+8zIg6xFtRpmlniTOL3zhY2BrsNPlj6hPMuXdKpcSzufN68rlnzx4A+vXrV+Xzp5xyCm+//Tb79wde9ZYErkIL7DkwtmUSQUQagTVVWU0K/viTa9PsfJLUij8pwWnAp3FW8ltHEYOVTDMPgC4EMzK6faXXVvULLjGpM8ldu3kldpGWqimPvUPXXaf1Ohzkfvw5uZ98Qau/DaL1uNGE93RV1qdj52Uzk/fNHM4zokjy8ehsFav+3ckngGG1kmmDHLOINLOcLa2tnPzfxUQc1dWTeFa0AMBZxb3vHYMY+MNyZjlNOjjS6GAE0YEgOhg2OhBEO4IqJeFO0+QLM5/3zBxKK5R/nkgYp6fmcemrb2K5d2pjfgR+z+vJZ0REBDk5OWzbtq3K51etWgVATEyMF6OSlm576METRU8/m9WoMUQ44XZLO5aa2aww8wH4wTzYA2ABrrG09vk89iLi50yT/C9Xkr3ia8xeR3PB8/PYFeoaPzQLB/8xs4noaKPTxPHk+/Bv+EKng59KCtjhKGF7WQlbQss4bcMP/F9IEDgPdG5FWog66fgGv0e5xWAnZew0y1wLDuSVFqAdNtoTRAcjiE1mCdso87wuCgtXWuLoQzjbHXkNfv9A5vXkc9CgQSxbtoyFCxcSHHxwyr4ff/yRL7/8knfeeQfDMBgwYIC3Q5MWbHvowfkWAv1+z+pYDYPRRhxdnCG8YmZSVuEv8CFGFJ0MTaEpEsgOLQRsrMLA6gqfcr/5gWvSHZQnd+AjZy6/47p1qdBq0PWeW3nWNEksTOGYIpOTzFB6HrilByoX+tQ2zWdd2xZYoMOYS5gXUsbm1I3YKw4yZ8Fzz+qhytLSKd2+C3tWNpiu+zLLykoZct5wIlu18rQrLS2lvKyMwqIC1vzxG50HDqAgxHZYgZYT2IudvdhZV2HsaIAT852MKA2iS3zlntb6FHY2ZSGat3g9+bztttv47rvvyMvL46mnnvJUur/66quAa6eHhYVx44031rQakUbl7vm0AkdzZHOj+7sBlggSzCDmOfeRgYO22BhpaIxdkUBVW3FgdcVJMbFx3Hz7PcRUc99iXQuf4o1Qovdnc964MXS+6TranH82hsUChsHuUIPdofA55bQv3Un/oCg6ZxZyab9eh62rqmk+qysKcrcN6diBR5d/yl+RNv5KtHHMEw+zoYqRjS0m5G/dxskJXTgqIoYOBBGclcuVg/vhKCo+rD3AwtMvJT66jefxM889wZynnvQ8Xg9YQkMJ79qZi2++lROHDWUv5ewqLybNUVop2S1K2cnm+x/hqx9+4pkK21efws6mLETzNq8nn0lJSbz88svcc889bN68+bDnO3fuzJNPPknygZuFRZpaaGICOUGu5LMrIYQ2cE70QJJkBPOwJYE/zGK6G6GEtIBtFmmuDi1Qqqim4qTY2DhuvePeBq330HUXFRVS8Mef7L5vOlkvvk7M8HOIPus0QpM7edrvtZm8b+ZCHPT/8n3yv/qe/K9WUvT7n55B7B0OB7m52Z73rKqIaK/hZJ3VyY+OYtLDgvkIB+Co1APZ2mJjcFgUfcJbkWgJpjBlByeccwnTv15DcivX1KC0ieSbr9fWWnzlds34CYy8aNRhbcGVyMdaYgBI2bOFc88ayOJPPsLWqSMAx8R3I3jh4sMKn2oqADv0M25ORaA+qdXv2bMn77//Pr/99hvr168nLy+PiIgIjj32WPr06ePX82lL8xM7+OAtHoE8vmd9hRsW+hmB8VeyiNSsqZKO+q7XarXi2J1G5oLFZC5YTHCXJCJOP4XI00+h1QnHedqFJ3ciPLkT8ePHYM/Mwp6dC7hyUIfDzvMdbAQ7UinrYKPvJ2+zpHtHgoNdk4GkO9wV6JUvo8eWm/y68GWeHTeBIUcdg8UwPAVHm6k6r6hP8VVsbFyl6vaa2poOB707dqL7UVVPd9rQGJpLEahPB4rq0qULJ5xwgufx77//rsRTvC5mUH/Pz831fk8REV8o276Loi0pbPrXHJZ+t4aMpHZ8X5zJjmBcl+YBW+s4bK0rX/p3lQSVQ7BBZI+jScUEe+lh68//40+Gdzyas+MSKU3dyblPPEPyNTeoeNLP+eRa2+rVqxk6dCjz58+vtPzqq6/mrLPOYs2aNb4IS1ogE5PYQa5hv4Ix6NrM7/cUEWlKDocDu91e6Z+7GCbaAedYorg63cH3/c5m59RZ5H23GkdBIc6SUs8/R0kJNqdJEAY2p4mjpIQg03WODjUMjg0OZ0J0e6YVB7N2+BhOy3XS0Qj29G1uT0lh8+bNlf5pVjb/4vWez/Xr13P99ddjt9tp166dZ/nu3bspLi6muLiYa6+9lrfffrvSAPQiTSHNMAlu67qhvDshDRogWUSkKdVWGOQP6lMMEx4eQXlmNtteXgIvL6myrbsgJ2XHFoaccQp/bNjoGbvTbXNa5ffSrGyBw+vJ5//93/9RXl6O1Wrl+OMPjq8VHh7OuHHjeO2117Db7Tz33HM888wz3g5PWphN1oPTm+mSu4j4o9oKg/xBfYqTmqpw5tD17tm9g3FXjeLlJUvpmBhYBTnNndeTT/d9nTfccAM333yzZ3lcXBz33nsvERERzJs3j/Xr19ewFpHGsclycEiO5ji4vIiIt9QnsWuqwpmK63VfyEpM6kyX5MAqyGnuvH7PZ1ZWFuAaUqkqSUlJAGRkZHgtJmmZHKbJXwd6PsMcJokE+TgiERGR5s/ryaf7Ps9PP/20yuc//PBDANq0aVPl8yKNZVNZMSUH/jLuXGKqOlJERMQLvH7Z/W9/+xtLlizh888/55JLLuG0004jNjaW7Oxsvv32WzZu3IhhGJx55pkNfo+0tDRGjBjBvHnzPNN0HnPMMdW279+/P4sXL672+XfffZdFixaxY8cO2rZty0UXXcTEiRMJClJPWSD7pbTA83OXEhOifBiMiIhUqz7TT4r/83ryOXHiRFasWMG+ffvYuHEjGzdurPS8aZrEx8czceLEBq1/z549XHfddeTn51da/uabbx7W9tNPP2XhwoWMGTOm2vW98sorTJ8+nfPOO4/JkyeTnZ3NnDlz2LRpE/PmzWtQjNL4srOzePWl57lm/IRKgwDXZF2l5NNZQ0sREWkqNVXzH0kFe0xsHFOmTPHrUQIqqu+oBoEwCkJ1vJ58tmnThv/85z88/PDDrFy58rDnTz31VKZNm1bvy+5Op5P33nuPmTNnVvn8SSedVOlxamoqb731FldddRXDhw+v8jUOh4N58+YxePBgnn32Wc/yXr16MXz4cFauXMngwYPrFac0jZzsLOY89SQjLxpVp+Sz1HTyR2kRACWpe4mzt27qEEVEpAo1VfMfSWV8bGwcU6dOZdueHPfsnX6tvqMaBMIoCNXxyQxHHTt2ZOHChaSnp7Nhwwby8/Np1aoVxx57LPHx8Q1a56ZNm5g6dSpXXnklgwYNYsKECTW2f+KJJwgNDeWOO+6otk1GRga5ubmH3QLQrVs3YmNj+fLLL5V8Bqg/Sosox3U2yvn+R4x+Q30ckYiIVKW5TCkpB/l0es34+PgGJ5uH6tChAytWrKB9+/asXr26xrY///wzy5cvZ8aMGURGRlbbLioqCpvNxp49eyotz83NJS8vj927dzdK7OJ9Fe/3zF65GpR8ioiIeEWTJ5+vvvoqAGeeeSZJSUmex3VxzTXX1LltTExMndsuXLiQjh07MnLkyBrbhYWFMXToUF577TW6devGkCFDyMzM5PHHH8dms1FcXFzj6w3j4DhjvuaOw1/iaWwVt+/Qbaxqm9eVVEw+f8S43b8+G08sh8ZkHFzm3ta6xN0Y38WaPmOpXnM/9poz7Tv/U5/zUH32X0PXW1Vb97KaiqSa43m0PtvT5Mnn9OnTMQyDjh07kpSU5HlcF/VJPusqLS2NL774gnvvvRebrfbNnzZtGsHBwTz44IM88MADhIWFcf3111NSUkJYWM2DkicnxBAR4V9TeSUnxPg6hCZhL3SVqifFR9G1Y0yVz9msFmxWCwVOB5vLXX84tHcalO3bX+XrfMkds9ViYLUYnp8BzAP/u2M+dPsqcj9ujO2LDk1mypQpnHRsMq1bH9m6WqLmeuy1BNp3/qMh56G67L/6rLe2tqFGAlBzkVTPoxJIaGbfq8LCuo8A5JPL7mYd7vyta4JaX59++imGYVRbZHSoiIgIpk+fzgMPPEBqaiodO3YkPDycd955xzOMU3VSUnMIDy9vjLCPmGG4DsCU1MC48bq+dqXnef63ReRU+Zzd4cTucPJzcT7u2vbuDqPa1/mSO2aH08RwmlgtBg6n6VnmbmOLyDls+ypyP26c7bNyzT9uI7cEcvcc6bpajuZ+7DVn2nf+qO7nofrtv/qc32prG873P7mKpHbvOjjFZ2KSa3Kd8PAISsxwtjWz82h1U6tWpcmTzxkzZgBw3HHHVXrsK1999RV9+/atczX9l19+SVRUFH369OHoo48GIDMzk7S0NI499tgaX2ua+N0Jyx9jagzubapq+w59XPF+z2Oclmpf50ueWA6NyTy4zB1zXeL2t+1ribQPApf2XWDzxf5rF9/B894AHRMrT/HZHL9P9dmmJk8+L7744kqP3VXtCQkJTf3WhzFNk/Xr1zN27Ng6v+aNN94gJyen0jihr7zyClar9YgGwhff+eXA/Z4WoLvD65N8iYiItGhev+z+4IMPkpuby4QJE7j99tu9+t6pqank5+fTrVv1wzOsW7eOuLg4OnXqBMDVV1/Nddddx+OPP85ZZ53FqlWrWLBgARMmTPDMQy+BI9NRzg57KQDdgsIIx78Hl3c4HGC47vN0OE0wDyyrgmYAERGRQOD15LOkpASgxgSwqWRmZgKuIZSqM3r0aC6++GKeeOIJwDXo/b///W+ee+453nrrLRISEnjwwQe5+uqrvRKzNK6Ksxr1Do2E3DwfRlM994wdubnZtbY5khlARESk6QTyLERNyevJ53nnncf//vc/vv76a4YPH47F0viXPQcMGMCmTZsOW37CCSdUubyiqp6/4IILuOCCCxotPvGdX0oO3hB9UkgE4J/JZ8VZPQzDVa2+Kz3Pc09NxVk9Dp0B5FA1zQAiIiJNJ5BnIWpKXk8++/Xrx+rVq1m2bBmrV6/mpJNOIjY2lpCQkMMS0fvuu8/b4UkzZmJ6io2CMOgVHMFOH8dUE3fCaBjQtWMMtojqKzaVXIqISKDwyT2f7mGUMjIy+Oyzz6ptq+RTGlOGAfscrqGvegaHE9oEve4iIiJSsxY3zqe0XJssB4uLeofqHkgRERFf8HryWZ/pNUUa0yZrheQzJNKHkYiIiLRcXks+s7Ky+OGHH0hLSyMyMpL+/fvTtWtXb729tHSGweYDyWeYYeGY4HAfByQiItIyeSX5fOWVV3j66ac9wyy5XXzxxTzyyCN1mmNd5EhE9DiaggN3cpwQEoFNt3WIiIj4RJNXXHz66afMmDGD4uJiTNOs9O+9997jySefbOoQRIgd1N/zsy65i4iI+E6TJ5+vvPIK4Cog6tWrF9dffz3nn38+FosF0zR58803KSoqauowpIWLHTzA83PvEBUbiYiI+EqTX+/etm0bhmEwcOBAFi5c6KliX7x4MY8//jjl5eWkpKRw3HHHNXUo0kI5gOj+JwMQbbHSJSjUtwGJiIi0YE3e81lQ4BrUe/jw4ZWGTxo+fLjn55ycnKYOQ1qw1BADW6Srt/OkkEgsut9TRETEZ5o8+bTb7cDh86nHxsZ6fi4rK2vqMKQF2x56MNnU/Z4iIiK+1eTJp3tA+UOnzqzYC+p0OhFpKpWSTw0uLyIi4lNeG+No1apV5Ofn1+u5iy66qImjkuau1HSyO8SVfMY5oYM12McRiYiItGxeSz5fe+21w5a5ez+re07JpxypLZTiPPA9O8Zp0bStIiIiPuaV5LMuc7mLNIWN5sGJDY5xNPldJiIiIlKLJk8+J02a1NRvIVKtislndyWfIiIiPqfkU5qtAtPBTlwjKRRu3kp04rE+jkhERETUFSTN1iZKcd/wkb1ytU9jERERERcln9Js/WkWe37O/v5HH0YiIiIibko+pdly3+9pmCa5q9f6OBoREREBJZ/STGWbdvbiml2rQ5mJPa/qMWZFRETEu5R8SrNUscq9S4mG+hIREfEXSj6lWdqIkk8RERF/pORTmh3TNPnzQM+nDUgsVfIpIiLiL7w2vaZIY0vfm0ZRUSEAu3ft8PyfaYPsjkEAdCOUILMcgO0pKYeto6plIiIi0nSUfEpASt+bxuB+hw8aP37sKBLGXkb3xx4AoIcRSni4E4Dhw4dVu77w8IimCVREREQqUfIpAcnd47ls2Ud0SU6u9Nwz5TlsPvBzTyOU+PbRrFyzoVIv6fixo3jptaUkJnUmPDyC+PYdvBm+iIhIi6XkUwJal+Rkunfv7nnsNE327P4dgBCnSRdLMECVyWViUmeSu3bzTqAiIiICqOBImpmt5SUUGq6fO5WYWA3DtwGJiIhIJer5lIB2aMHQCpsdXJ2driGWWvkgKBEREamWej5biOzsLKZOnUp2dlad2j4z+4k6tW0qtcXgLhAaPnwYxx3b0/Nv0Q/feNr0JKTK18bExnHz7fcQExvX+IGLiIhIjZR8thA52VlMmzaNnDoklDnZWcx56sk6tW0qtcUQ374DK9dsYMXXa1jx9Rpeem0pRpCNdqcOBCDSCce3SajytbGxcdx6x73EKvkUERHxOl12l4B1aBFRVO8TsFtdf08daw3H0P2eIiIifkc9n9JsxA4e4Pm5B6E+jERERESqo+RTmo3YQf09P/c0lHyKiIj4IyWf0iyUGdDqpF4AtMFGWyPIxxGJiIhIVXTPpzQLO0MMLEGur7N6PUVERPyXej6lWdgeerC4qKfu9xQREfFbSj6lWdgedvCr3EM9nyIiIn5LyacEvHzTQXqwq+ezXZlJlGH1cUQiIiJSHd3zKX4lfW8aRUWF7N61A8DzP7hmNTp0bE+ATZR4fu5S4oSwpo9TREREGqZZJp9paWmMGDGCefPmMWCAa+zHY445ptr2/fv3Z/HixdU+/9lnnzF//nxSUlJo06YNF154IRMmTCA4OLjRY2/J0vemMbjfsZWWjR87qtLjlWs2HJaAbjQrJp9m0wUoIiIiR6zZJZ979uzhuuuuIz8/v9LyN99887C2n376KQsXLmTMmDHVrm/lypVMmjSJYcOGceedd7J582Zmz55NVlYWDz/8cKPH35IVFRUCsGzZR3RJTq703PaUFIYPH+Zp41ZumvxmFgNg2u10UvIpIiLi15pN8ul0OnnvvfeYOXNmlc+fdNJJlR6npqby1ltvcdVVVzF8+PBq1/vuu++SkJDArFmzsFqtDB48mMzMTF5++WXuu+8+goI0nmRj65KcTPfu3evU9mszn2wcAGR9u4qQrgNqeYWIiIj4UrMpONq0aRNTp07loosuqjYBreiJJ54gNDSUO+64o8Z2ZWVlhIWFYbUeLGKJjY2lvLycwsLCGl4pTa3EdLLMzPU83j57vg+jERERkbpoNj2fHTp0YMWKFbRv357Vq1fX2Pbnn39m+fLlzJgxg8jIyBrbXnXVVVx//fW8+OKLXH755Wzbto1XXnmFM844g5iYmBpfaxiuf/6mtpjcz3s7/rq8V8WYvjDzyccJwDFFTr5av8FvP/MjUXF/SODR/gtc2neBTfvPu+rzOTeb5LO2RLCihQsX0rFjR0aOHFlr2wEDBnDdddcxa9YsZs2aBcCxxx7Lv//971pfm5wQQ0RERJ3jakr2wigAkuKj6NoxptHaNib3+9qsFmzWyp3y7sfumPIddj5N3Q2AAYyxhbHABzF7U3JCjK9DkCOg/Re4tO8Cm/afdxQW1v02xGaTfNZVWloaX3zxBffeey82W+2bP2XKFN59910mTpzIwIED2b17N3PmzOH666/n5ZdfJiys+nF9UlJzCA8vb8zwG2xXep7nf1tETqO1bUzu97U7nNgdzkrPuR+7Y3rXkU2B6brX8xQjAsfeHJ/E7A2G4Tp5pqTmYKqeKuBo/wUu7bvApv3nXYcWBNekxSWfn376KYZh1Fhk5Jaens5bb73FP//5T2677TbA1RN6/PHHM2LECN555x3Gjh1b7etNE7/8wtcWk/t5b8dfl/cyTchxOlhhukYzsAIjjWgKzBzP8/74mTeG5rxtLYH2X+DSvgts2n/eUZ/PuNkUHNXVV199Rd++fWnTpk2tbVNTUzFNk5NPPrnS8u7duxMTE8Nff/3VVGFKDT4ycynD9S0/zYikraERB0RERAJFi0o+TdNk/fr1hyWT1encuTNWq5W1a9dWWr5t2zZycnJITExsijClBrlW1/BKAEEYXGBE+zgiERERqY8Wddk9NTWV/Px8unXrVm2bdevWERcXR6dOnYiLi+Pvf/87CxcuBGDQoEGkpqYyd+5cEhISuPzyy70VuhzwbbQV+4GfzzJaEWO0qK+wiIhIwGtRv7kzMzMBiIqKqrbN6NGjufjii3niiScAuPvuu4mPj+eNN95g0aJFtGvXjsGDB3P77bcTHa1eN28K69qZ3yJdYzmEYnC+cXA/xsTGcfPt9xATG+er8ERERKQOmmXyOWDAADZt2nTY8hNOOKHK5RUd+rxhGIwbN45x48Y1ZojSAMm3T8Q8MJDYuUYUrYyKA//Hcesd9/oqNBEREamjFnXPpwSu3YaTdiPOByASC0OM6nuvRURExH8p+ZSA8EGww/PzUCOKMENfXRERkUDULC+7S2DbnpJS6fE2i5PfQ12DzEfaTc4MbuWLsERERKQRqPtIjkh2dhbPzH6C7OysI24bHu6ainT48GEcd2xPz78Hf/ne0+asYhvB6vUUEREJWPotLkckJzuLOU89SU4dks/a2sa378DKNRtY8fUaXnptKQCPf7CM2IH9AIhzwLDojo0XvIiIiHidLruLX4lv36HS49+7H3x8sa01tgPV7iIiIhKY1PMpfqvNuWeSFuL6iiYQxAAjwscRiYiIyJFSz2czlr43jaKiQgD27N4BwO5dOzBN1/2Vh/YyZmdnkZOdxe5dB9uCawD32EMGb3ev+9C2Va23urbVtQdwAsl33uR5fJElBot6PUVERAKeks9mKn1vGoP7HXvY8nFXjfL8vHLNhkqJ36svPc+cp570PB4/1tX25tvvqTSAe1Xrdrc9dL21ta0qDoANEQYRnV3ToHYhmN6E1bC1IiIiEiiUfDZT7h7P6OhYrFYrGGC1GDicJg67g9zcbE8bt2vGT2DkRaPYvWsH48eO4qXXlpKY1PmwKSsPW/cBDsfh63X/vGzZR3RJTq60nu0pKQwfPqxSe9M0+cksYkXswfVebInBUK+niIhIs6Dks5mzWq3YbDZP8mk4TTCrbht7yOX1xKTOJHftVvu666BLcjLdu3evsU2WaWeJM4tfKQarK9nsUuzk2IjQOr2HiIiI+D8VHInPOYEvnHk85Ex1JZ4HZH7+DRdlONTrKSIi0owo+RSfCj/6KF5tb+V1M5vSA12yrbBw8X4766+7hQinjwMUERGRRqXL7s2cw3FgTnQDTPc9nw5HzS/ygjLTyYdBdvoue4M9wQf/BjrViGCUEcv+opQaXi0iIiKBSslnM+WeqjI3N7vWNt62vrSQp7L3sCvIgYUgANpi4xpLHD0NV1X7fp9EJiIiIk1NyWcz5Z6qsuI4n+OuGsXLS5bSMbFzteNrNqVch52X8tJZVnhwek3TbmdwocHY2CTN2S4iItICKPlsxioml+6ancSkznRJrr6CvTHkW2GjWUyaaWdTrIUTlyzg/tBSctM2VmrXyWHw7sirePC51wiOU+IpIiLSEij5lCMS3CWJVqcNIKRLJ4K6JHFs50SejQoC5z5XgygrsYMHkFvhNaGGwbio9hyblsmrGzb5JG4RERHxDSWf0mDBiR046vXnMOow1meYCckh4RwVFMrlrdrS3hbM5rSsWl8nIiIizYuST2kwV9JZeQzO0rR0esS0JTk8mg4EYaTtY+IF5/LLN99xTNJRvglURERE/IaST2mw0u27SBl/K8FdEinbmUrR1hQydu/ika/XkNzVNVNSSmk65RlZGGigeBEREVHyKUeoZNMWSjZtAcBpt/s4GhEREfF3KjEWEREREa9R8ikiIiIiXqPkU/xSTGwcN99+DzGxcb4ORURERBqR7vkUvxQbG8etd9zr6zBERESkkannU0RERES8RsmniIiIiHiNkk8RERER8RolnyIiIiLiNUo+5TCqNBcREZGmomp3OYwqzUVERKSpqOdTRERERLxGyaeIiIiIeI0uu0uDORyOGh+LiIiIHErJp9RbeHgEALm52TU+LyIiInIoJZ9Sb/HtO7ByzQaKigrZvWsH48eO4qXXlpKY1Jnw8Aji23fwdYgiIiLip5R8SoMcmmAmJnUmuWs3H0UjIiIigUIFRyIiIiLiNer5FK/YnpJSp2UiIiLSvDXL5DMtLY0RI0Ywb948BgwYAMAxxxxTbfv+/fuzePHiw5bv3r2bs88+u9rXXXLJJcyYMePIA27G3MVHw4cPq7WNiIiINH/NLvncs2cP1113Hfn5+ZWWv/nmm4e1/fTTT1m4cCFjxoypcl3t2rWr8nVLlizh448/5tJLL22coJuxmoqTABUoiYiItDDNJvl0Op289957zJw5s8rnTzrppEqPU1NTeeutt7jqqqsYPnx4la8JDg4+7HXr16/n448/5vbbb6dv376NEXqzp+IkERERcWs2BUebNm1i6tSpXHTRRdUmoBU98cQThIaGcscdd9T5PUzTZNq0aXTt2pVx48YdQbQiIiIiLVOz6fns0KEDK1asoH379qxevbrGtj///DPLly9nxowZREZG1vk9PvzwQ9avX8+rr76K1Wo90pBFREREWpxmk3zGxMTUue3ChQvp2LEjI0eOrNd7LFq0iJNPPtlTxFQbw3D98zeNGZN7XXXZ1vq0lYMqfm4SeLT/Apf2XWDT/vOu+nzOzSb5rKu0tDS++OIL7r33Xmy2um/+2rVr2bBhA/Pmzavza5ITYoiI8I9KbnthFABJ8VF07RjTaOuNDk1mypQpnHRsMq1b17ze+rSVwyUnxPg6BDkC2n+BS/susGn/eUdhYVCd27a45PPTTz/FMIxqi4yqs3z5cqKjoznjjDPq/JqU1BzCw8vrG2KT2JWe5/nfFpHTiGu2cs0/biO3BHL31Lbe+rQVN8NwnTxTUnMwTV9HI/Wl/Re4tO8Cm/afdxUVFda5bYtLPr/66iv69u1LmzZt6v26s88+m6Cgumf2polffuH9MSapnb9+n6RutP8Cl/ZdYNP+8476fMbNptq9LkzTZP369Zx88sn1el1OTg47duyo9+tEREREpLIWlXympqaSn59Pt27VjzG5bt06du7cWWnZ5s2bAWp8nYiIiIjUrkUln5mZmQBERUVV22b06NHMnz+/0rKMjIxaXyciIiIitWuW93wOGDCATZs2Hbb8hBNOqHJ5RVU9P2zYMIYNq35uchERERGpmxbV8ykiIiIivqXkU0RERES8RsmniIiIiHiNkk8RERER8RolnyIiIiLiNUo+RURERMRrlHyKiIiIiNco+RQRERERr1HyKSIiIiJeo+RTRERERLxGyaeIiIiIeI2STxERERHxGiWfIiIiIuI1Sj5FRERExGuUfLYQMbFxTJkyhZjYOF+HIiIiIi2Yks8WIjY2jqlTpxKr5FNERER8SMmniIiIiHiNkk8RERER8RolnyIiIiLiNUo+RURERMRrlHyKiIiIiNco+RQRERERr1HyKSIiIiJeo+RTRERERLxGyaeIiIiIeI3N1wE0Nw6Hw/NzRsZ+wsOLfBjNQYYBkUFlZGTkYpq+jkbqQ/susGn/BS7tu8Cm/eddRUWFnp8r5kJVUfLZyHbt2uX5+azBvX0YiYiIiIj37dq1i+OOO67a53XZXURERES8Rj2fjSwpKcnz86pfNhMeHu7DaA4yDEhOiCElNUeXHwKM9l1g0/4LXNp3gU37z7uKioo4pXd3oHIuVBUln43MarV6fg4PDyc8PMKH0RxkGBAREUF4eLkOwgCjfRfYtP8Cl/ZdYNP+852KuVBVdNldRERERLxGyaeIiIiIeI2STxERERHxGiWfIiIiIuI1Sj5FRERExGuUfIqIiIiI1yj5FBERERGv8fvkc9KkSZx11lmVlm3bto0JEybQp08fBgwYwP33309eXl6lNgUFBTz88MMMHjyYk046ifHjx7Nly5bD1v/SSy9xzjnncPzxx3PhhRfy2WefHdbmm2++4ZJLLuHEE0/kzDPPZMGCBZgaNExERESk3vx6kPn//e9/rFixgo4dO3qW5eXlMW7cONq1a8fMmTPJzMxk1qxZ7N27l0WLFnna3Xnnnfz2229MnjyZyMhI5s6dy9///neWLVtGTEwMAC+++CKzZ8/mpptuolevXrzzzjvccsstvPLKK/Tr1w+An3/+mRtvvJGhQ4dy2223sXbtWp566imcTicTJ0706udRV2MXfElmYclhyw3DOCxpbh0Rymv/PNNboYmIiEgL57fJZ3p6Oo8//jjt27evtPw///kPeXl5/Pe//yUuLg6A+Ph4JkyYwE8//UTfvn355Zdf+Oqrr3j++ec544wzAOjbty9nn302r7/+OjfeeCMlJSUsWLCAcePGcdNNNwFw+umnM2bMGObNm8fLL78MwLx58+jRowezZs3ytLHb7Tz//POMHz+e0NBQL30idZdZWEJZcFQd2+bV3khERESkkfjtZfcHH3yQwYMHM3DgwErLv/vuO/r06eNJPAFOO+00IiIi+OabbzxtwsPDGTx4sKdNXFwc/fr187T59ddfycvL49xzz/W0MQyDIUOG8OOPP1JSUkJZWRmrV6+u1AbgvPPOo6ioiJ9++qnRt1tERESkOfPLns+3336bP/74gw8//JCZM2dWem7r1q0MGzas0jKLxUJiYiLbt2/3tElMTMRmq7x5nTp14oMPPvC0AejSpUulNp07d8bhcLBz506sVivl5eVVtgHYvn07p556arXbYRiuf/4uEGJsydz7R/spMGn/BS7tu8Cm/edd9fmc/S753LNnDzNmzGDGjBmVejfd8vLyiIiIOGx5REQEBQUFAOTn5xMZGVllm8LCQk8b4LB27nUXFBRgHPgka2pTk+SEmCpjbWpGPb4BhmHQtWNM0wUjjSY5IcbXIcgR0P4LXNp3gU37zzsKC4Pq3Navkk/TNLn//vs544wzOO+886ptV1VyZZqmZ7nT6aw2AavYproYwNWb6nA4qn0/d5uapKTmEB5eXmObplCfSnzTNNm2J6fpgpEjZhiuk2dKag4aZCHwaP8FLu27wKb9511FRYV1butXyeeSJUvYtGkTH3zwAXa7HTiYSNntdiwWC5GRkVX2OBYVFXmKk1q1akVmZuZhbQoLC2nVqhUAUVFRnmXR0dGV1uNehztBPfT93L2nVfWuVmSaBMQXPhBilMD5PknVtP8Cl/ZdYNP+8476fMZ+lXwuX76c7OzsKu+jPO6445g0aRLJycns3Lmz0nNOp5Pdu3d7CoOSk5P57rvvcDqdlXond+7cyVFHHeVpA7Bjxw5OOOEET5sdO3YQHBxMUlISpmlitVrZsWNHpfdzP+7WrVsjbLWIiIhIy+FX1e7Tpk1j6dKllf6deeaZtG3blqVLl3L55ZczePBg1qxZQ1ZWlud13377LYWFhZ7q9lNPPZXCwkK+/fZbT5usrCzWrFnjSWx79+5NeHg4y5cv97QxTZMVK1bQv39/goODCQkJoW/fvqxYsaLSpezly5cTFRVVKWkVERERkdr5Vc9n165dD1sWExNDcHAwxx9/PABXXnklr732GuPHj2fSpEnk5OQwa9YsTj/9dHr37g1Av3796N+/P5MnT2by5MnExMQwZ84cWrVqxZgxYwAICwvj2muvZd68eQQFBdG7d2/eeecd/vjjD1555RXP+0+cOJHx48dz6623cumll/LLL7+wcOFC7rrrLr8c41NERETEn/lV8lkXcXFxvPrqq0yfPp277rqLiIgIzj//fO6+++5K7ebOncsTTzzBzJkzcTqdnHzyyTz99NOV7u+cNGkSVquVt956i0WLFtGtWzfmz59Pnz59PG0GDhzInDlzePbZZ7npppuIj4/n7rvv5tprr/XaNkvDVTfbU1U025OIiEjTM0xNUt6oCgsLPYVIv23aTXi494daGjr74zrPcBRclsfHdwxt4oh8pzl8FoYBXTvGsG2PKjYDkfZf4NK+C2zaf95VVFTICcckAq5C7ZqGmvSrez5FREREpHk7osvuu3fv5r///S/r1q1j37593HfffURHR7Nr164ax+kUERERkZapwcnnkiVLePLJJykvL/cM8F5UVMSff/7JzJkzGTp0KLNmzcJqtTZmvCIiIiISwBp02f3rr7/m0Ucfpays7LDZfzZv3oxpmnz88ce88cYbjRKkiIiIiDQPDUo+Fy1aBECvXr344YcfKj03YcIEjjnmGEzTZOnSpUceoYiIiIg0Gw1KPv/44w8Mw+Cqq66qNHQRuGYOGj9+PMBhMwOJiIiISMvWoOTTPe+6w+Go8vns7GzXyi0qphcRERGRgxqUHfbo0QPTNFm8eDH79+/3LDdNk7Vr1/Liiy9iGAbHHHNMowUqIiIiIoGvQdXuf//731m3bh2bN2/m9NNP9xQd3XbbbTgcDk/1+xVXXNGowYqIiIhIYGtQz+fQoUOZNGkS4OrtdE+SZLfbPT///e9/54ILLmikMEVERESkOWjwOJ+TJk3ib3/7G0uXLuX3338nLy+PiIgIevbsySWXXELfvn0bM04RERERaQaOaIajXr160atXr8aKRURERESauSNKPvft28fevXspKyvzXG4/VL9+/Y7kLURERESkGWlQ8pmXl8ftt9/O999/X2M7wzDYsGFDgwITERERkeanQcnn9OnTWblyZWPHIiIiIiLNXIOSzy+//BLDMAgODuZvf/sbbdu21YDyEvBKyh0Mnf1xndq2jgjltX+e2cQRiYiIND8NSj7Ly8sBuP322xk3blxjxiPiM6YJZcFRdWqbWZjXxNGIiIg0Tw3qrhw0aBCAZ3B5EREREZG6aFDP53333ce6deuYO3cu4eHh9O/fn+joaGy2w1cXGRl5xEGKiIiISPPQoOQzPj6eU045hQ8//JCHH3642naqdhcRERGRihqUfD777LMsW7YMwzCqHd9TRERERORQDUo+3333XU/S2blzZ1q3bo3Vam3UwERERESk+WlQ8llYWIhhGIwdO5YHHnigsWMSERERkWaqQdXuvXv3BqBnz56NGoyIiIiING8N6vm8++67ueKKK1i0aBEDBw6kQ4cOjR2XSLXGLviSzMKSOrUtKXdgCW7igERERKTOGpR8vvHGG3Tv3p1ff/2Vs88+m/bt2xMZGXnYfZ+GYfDuu+82SqAibpmFJXUeDN4sy27iaERERKQ+Gpx8GoaBYRg4nU7S0tIOa2OapgahFxEREZFKGpR8ApWGWNJwSyIiIiJSFw1KPv/888/GjkNEREREWoAGVbuLiIiIiDREg3o+P//88zq3PfvssxvyFiJ+r65V960jQnntn2d6ISIRERH/16Dk86abbqpTMZHmdpfmrK5V95mFeV6IRkREJDA0SsGRiIiIiEhdNCj5nDRp0mHL7HY7hYWFbNiwgbVr1zJkyBAuvfTSIw5QRPxbfQb91y0IIiLSaMlnRY8++iivv/46l112WYOCEv+l+xzlUPUZ9F+3IIiISJNUu1944YWYpslzzz3XFKsXH3InGrX9q2tPmIiIiLQsTZJ8rlq1CoCNGzc2xepFREREJEA12mV30zSx2+3s27fPMwh9TEzMEQUngU33AoqIiMihGpR8fvbZZzUOteSe1/3CCy9scGAS+HQvoFRF9w2LiLRsTTLUUlRUFBdffDG33HJLQ1cv0mJVlZwZhlHlMReICZrGRxURadkadYYjwzAICwsjJiamToPQV8U0Td566y1ee+01du/eTVxcHGeddRa33norkZGRAGzbto0nnniCtWvXYrPZOPvss7n33nuJijr4C62goICZM2fy+eefU1hYSO/evXnggQfo1q1bpfd76aWXWLJkCenp6XTt2pWbb76Zc845p1Kbb775hqeffpqtW7cSFxfHmDFjmDBhQoO3UaQm6jEWEZHmrEHJZ8eOHRs7Do8XX3yRp556iuuuu46BAweyY8cOnnnmGf766y9eeukl8vPzGTduHO3atWPmzJlkZmYya9Ys9u7dy6JFizzrufPOO/ntt9+YPHkykZGRzJ07l7///e8sW7bMcy/qiy++yOzZs7npppvo1asX77zzDrfccguvvPIK/fr1A+Dnn3/mxhtvZOjQodx2222sXbuWp556CqfTycSJE5vscxARERFpjuqUfLoLiBqiR48edW7rdDp5/vnnGT16NHfeeScAgwYNIiYmhttuu43ff/+d77//nry8PP773/8SFxcHQHx8PBMmTOCnn36ib9++/PLLL3z11Vc8//zznHHGGQD07duXs88+m9dff50bb7yRkpISFixYwLhx47jpppsAOP300xkzZgzz5s3j5ZdfBmDevHn06NGDWbNmedrY7Xaef/55xo8fT2hoaIM/GxEREZGWpk7J50UXXdSgS8z1ndu9oKCAkSNHMmzYsErLk5OTAdi1axffffcdffr08SSeAKeddhoRERF888039O3bl++++47w8HAGDx7saRMXF0e/fv345ptvuPHGG/n111/Jy8vj3HPPrRTvkCFDmD17NiUlJVgsFlavXn3YvavnnXceL774Ij/99BOnnnpqvT4TEWm+qiumquqe3UC8X1dEpDHU+bK7N+Zyj4qK4qGHHjps+aeffgrA0UcfzdatWw9LTi0WC4mJiWzfvh2ArVu3kpiYiM1WefM6derEBx984GkD0KVLl0ptOnfujMPhYOfOnVitVsrLy6tsA7B9+3Yln9Is1WeYrJJyB5bgJg4oQOh+XRGR2tUp+bz44oubOo5q/fzzz7zwwgucc845HH300eTl5REREXFYu4iICAoKCgDIz8/3FCcd2qawsNDTBjisnXvdBQUFnt7emtrUxDBc//ydv8ToL3E0habctqZYd32SKLMsu/EDOKA5fyeg+W9foHPvH+2nwKT95131+ZzrlHzOmDGjobEckZ9++okbbriBTp068fjjj3uWV3ULgHtsUXDdO1rdbQIV21TF3cNrsVhwOBzVvp+7TU2SE2KqTJSbWn1ukTAMg64dYxp93fW9TaM+cfjDKAP1/YzHLfya9NziOrWvT09iffdfXTXVZ9yU301/0Ny3r6VKTojxdQhyBLT/vKOwMKjObRs8zqdbeXk5GzduJCcnh7i4OHr27InVaj3S1bJs2TLuvfdekpOTWbhwoadCPTIyssoex6KiItq3bw9Aq1atyMzMPKxNYWEhrVq1AvAMy1RYWEh0dHSl9bjX4U5QD30/d+9pVb2rFaWk5hAeXl7rtja2+twiYZom2/bkNPq663ubRn3i8MYtII0Zg2ma7M0pqntPYmndexLru//qs96m0JTfTX/Q3LevpTEMV+KSkpqDH5x2pJ78ff9dteBLMgvqOAtgZChL/Pwe8aKiwjq3bXDy6XQ6PVXh7oQNXEnb9ddfzz/+8Y8G9568+OKL/Otf/6Jfv37Mnz/fkzCCq/ho586dh8Wye/duT/FQcnIy3333HU6ns1Lv5M6dOznqqKM8bQB27NjBCSec4GmzY8cOgoODSUpKwjRNrFYrO3bsqPR+7seHjhl6KNPEL7/wh/KXGP0ljkDTnD+35rxt0Py3r7kIlHO5VM1f919mQT3uES/I88ttqKg+8dV83bjaNzCZNGkS8+fPp7CwENM0Pf/y8vJ46qmnuOOOOxqyat544w1mzZrF+eefz8KFCyslngCDBw9mzZo1ZGVleZZ9++23FBYWeqrbTz31VAoLC/n22289bbKyslizZo2nQKh3796Eh4ezfPnyStu1YsUK+vfvT3BwMCEhIfTt25cVK1ZU6tFYvnw5UVFRlZJWEREREaldg3o+ly5dyhdffAG4im/OPvts4uPjSU9P98wo9Mknn3D66afXq1hp//79zJgxg44dOzJ27NjDhmnq1KkTV155Ja+99hrjx49n0qRJ5OTkMGvWLE4//XR69+4NQL9+/ejfvz+TJ09m8uTJxMTEMGfOHFq1asWYMWMACAsL49prr2XevHkEBQXRu3dv3nnnHf744w9eeeUVz3tOnDiR8ePHc+utt3LppZfyyy+/sHDhQu66665mM8ZnfebaFhERETkSDU4+AZKSkvjPf/5DmzZtPM9lZGRwxRVXsGvXLt588816JZ9ff/01JSUl7Nmzh6uuuuqw52fMmMEll1zCq6++yvTp07nrrruIiIjg/PPP5+67767Udu7cuTzxxBPMnDkTp9PJySefzNNPP13p/s5JkyZhtVp56623WLRoEd26dWP+/Pn06dPH02bgwIHMmTOHZ599lptuuon4+Hjuvvturr322jpvl7/zh7m2S8odDJ39cZ3bamgfERGRwNSg5POvv/5yVfCOG1cp8QRo06YN48aN49FHH2Xz5s31Wu+oUaMYNWpUre26d+/umYGoOtHR0cyYMaPGSn3DMLjxxhu58cYba1zXkCFDGDJkSK1xScOZJn4xtI+IiPiH+ow33NwnbahPB00gfBYNSj7dRTzVVbW7lzdG1buISF3oF5VI86JJGw6qTwdNIHwWDUo+k5OTWb9+PYsXL+aCCy6oNORQQUEBixcvxjAMT2W5iEhT0y8qaQ70R5S0BA1KPi+66CLWr1/Ptm3bOO+88xg6dKin4OiTTz4hIyMDwzAYMWJEY8crIiK1UAJzUKB9Fs39j6jmPnVvc9++xlKn5HPXrl0kJSV5Ho8ZM4aPPvqItWvXkpWVxZIlSzzPuYckOuGEEzyV5SLSNJrbfUDSOJp7AlMf+iz8i79M3dtUmvv2NZY6JZ/nnnsuvXr1YujQoQwbNoz27duzcOFC/vWvf7F06VJKSg5m+UFBQYwYMYIHHnhA93yKNLHmdh9QS1OfYc70h4OINBd1Sj5N0+T333/n999/51//+hcnnngiF1xwATfccAO33XYbv/76q2d6zV69eh02MLyIiBzOH4Y5C0Qam1gksNUp+WzTpg0ZGRmAKxFdt24d69atY/r06fTr14+hQ4dy3nnneeZfFxERaSpK2kUCW52Sz++++45169axYsUKPvvsM8/c5g6Hg9WrV7N69WoeffRRTjnlFIYPH86QIUMqVcCLiIh/0n3DB1X1WRiGUWl6Zbdyu5MgW91mqG7un1sg0i0vvlXnaveTTjqJk046icmTJ7NlyxZPIvrHH38AYLfbWblyJStXrmTKlCmceuqpDB8+nOHDhzdZ8CIicmR03/BB9fksHGXZmPrcApZ6z32rQUMtdevWjW7dujFx4kT27t3Lp59+yueff85PP/2Ew+GgrKyML774gi+//FLJp4if0BSmgc0f7nNsql7S+g6HJCKBrUHJZ0Xt27fnmmuu4YQTTuDNN9/kvffeq/YyhYj4jqYwDWz+0FNTn+/Qnpzs+v2xExFbp7bqiRIJfEeUfP70008sX76cFStWkJ6eDlS+P0ZDLYmItEz6Y0dEqlOv5NPpdLJ69Wo+/fRTVqxYQWZmpuc5d8JpsVjo168fw4cP59xzz23caEVEGoGKbESal+qO6aquxOrWDd+rU/L57bffsnz5cj7//HNycnI8y9071DAMevfuzbBhwxg6dCht2rRpkmBFRBpDk14+1r2yIl6nwrnAUqfk8x//+EeVfz0cd9xxDB8+nKFDh9KhQ4cmCVBEWi5/mCdZl49FWjZ/OA81N3W+7O5OPLt3786wYcMYPnx4pfneRUQam+ZJluZAI00ENp2HGl+dks/k5GSGDRvGsGHDOOqoo5o6JhERkWZDvecildUp+fz447r9xSYiIiIiUpMjHudTREREmpf63OdYn6lGdVuBgJJPEREROUR97nOsz1Sjuq1AQMmniIhIi+APU7SKgJJPERGRFsEfpmgVASWfIiIiAUu9mRKIlHyKiIgEKPVmSiCqW3maiIiIiEgjUPIpIiIiIl6j5FNEREREvEbJp4iIiIh4jZJPEREREfEaJZ8iIiIi4jVKPkVERETEa5R8ioiIiIjXKPkUEREREa9R8ikiIiIiXqPkU0RERES8RsmniIiIiHiNkk8RERER8RqbrwNobkzT9PxcVFTkkxic5SU4Ca5zW6BO7Zuqrbu9UVYSUG1Bn0VD2oI+N3db0LHXkLagz8LdFvQdakhbaN6fRVFRYZ3aNqaKOU/FXKgqhllbC6mXffv2ER8f7+swRERERHwiPT2ddu3aVfu8LruLiIiIiNeo57OROZ1OMjIyAAgPD8cwDB9HJCIiItK0TNP0XHpv06YNFkv1/ZtKPkVERETEa3TZXURERES8RsmniIiIiHiNkk8RERER8Roln1KJbgEWERGRpqTkUypxV+crCQ082meBT/swMGm/BS7tO9/QDEctXFFREQsWLGDv3r0EBwczYsQIevbsSatWrXA6nTUOlSD+weFw4HA4KCwsJDY21rPcNE0N9eXnysvLycjIoKysjMTERKxWq69DknrQsRe4tO98S0MttWBFRUVceumlGIZBdHQ0mZmZFBQUMGjQIO644w4SEhKUgPq5goIC7rnnHnbs2MH+/fs5//zzOfvsszn99NMBnUj9WUFBAbfeeitbt26lpKSEhIQEJk2axEknnURcXJyvw5Na6NgLXNp3vqfkswWbPn0669at4+mnn6Z9+/ZYLBaefPJJVqxYQevWrfnXv/5FUlKSElA/VVJSwujRo4mMjKRPnz5ERkayePFiwsPDGTlyJDfddBOgE6k/Ki0t5YorriAiIoKhQ4cSGhrK//73P3755RfGjBnD1VdfTVJSkq/DlGro2Atc2nf+QZfdW7DU1FTat29Phw4dPPe93HPPPXTs2JHFixczefJkZs+eTUJCgg5EP/Tpp59SVFTE7NmzOeqoowA444wzmDdvHkuWLKGoqIjJkydjGIb2n5/57bffyMnJ4cEHH+Tkk08G4JJLLuGxxx5j6dKlFBYWcsMNNygB9VM69gKX9p1/UHdWC1ZaWkp2djaGYWCxWCgvLwdg7NixXH311WRlZTF79mzy8vJ0APqhzMxMSktLSUhIAMBut3PMMccwefJkzjjjDN577z3mzp0LoP3nZ/bt28fevXvp3r07AGVlZQA8+OCDjB07lk8++YTFixeTlZXlyzClGjr2Apf2nX9Q8tkCuX/RXXrppWzYsIFXX30VgKCgoEoJ6Pnnn8+qVav45ZdfANe89eI/kpKS2LdvH3/++ScAFosFp9NJUlISN954I/3792fZsmV89dVXvg1UPNzHUM+ePYmKiuLtt98GIDg42HPs3XHHHVxyySW8+eab/Pzzz4Aqcv2Njr3ApX3nH5R8thBFRUW88sorgOsXHcCJJ55I3759efvtt1m+fDlQOQG94447aN26Ne+//z6A7vv0M8ceeyx9+vRh1qxZ7Nixw7N/3CfSm266ibKyMs++Fd9zJ5+xsbH06NGDDz74gLVr1wKVj70HHniAfv368dRTT1FeXq4eGB9zJ/92ux3TNDn++ON17AUonTf9g7KJFmLJkiXMmDGDBQsWeJZ16NCBG264gbKyMl544QVWrFgBuH4J2u12ADp37kxOTo4vQpYKysrKWLVqFZ9//jk//fQTAAkJCQwbNozU1FT+7//+j9TUVM+J1G63c/TRR3PDDTfwySefkJ6e7svwW7SioiLmz5/P5MmTueuuu1i1ahWxsbE8+OCDpKSkMG/ePE8vTFBQkOfKxNVXX01GRgZbtmzxZfgtnrs4bMOGDdhsrjKJ+Ph4LrjgAh17fk7nTf+lgqMWwn1v2VNPPUVubi533303AL1792batGk89NBDzJ07l4yMDK644gpsNhu5ublkZ2fTpUsXz1/+6oHxvoKCAsaNG0dRURE7d+4kNDSU0aNHM3nyZK666ipSU1N55513MAyDiRMnkpSU5DmZlpSUEB0dTXh4uI+3omUqLCxkzJgxhIeHY7PZKCkpYdy4cTz22GOMGjWKOXPmMGnSJGbNmsXNN9/MSSed5LkyUVxcjMViISQkxMdb0bJt3LiRdevWcf311/Pyyy97zqVXXHEFu3fv1rHnp3Te9G9KPlsA0zRJSEggNjaWQYMGeS6/uxPQU045hRkzZjB37lxmz57Nt99+S7t27dizZw9//vknU6dOVdLpI2VlZfzzn/8kPDychx9+GIfDwX//+1/eeecdzj//fI4//ngmT56M0+nkgw8+IC0tjTvuuIPjjz+evXv3sn79ehISErT/fMBut/Pggw8SExPDY489RlJSEpmZmUyZMoVZs2YxaNAgTj31VObOncukSZN4/PHHufTSSxkzZgxbtmzh66+/pn379pUGwBbv69mzJ927d2fz5s2MHj2a1157jeOOOw7Ac+wtW7ZMx54f0XnT/yn5bAEMw+Doo4+mQ4cOHH/88cTFxbFo0SJM0+See+4BoEePHsyePZsVK1bw1ltvkZaWRkJCAq+//rpnOArxvq1bt5KZmcmDDz7ICSecAEBeXh7vvfceDoeDrVu3ctRRR3HPPfeQnJzMG2+8wRVXXOEZnzUnJ4dXXnmFyMhIH29Jy5OXl8eWLVu49NJL6dy5MwBt27blrLPO4quvviI1NZWEhAROPfVU3njjDR566CGefvppHn/8cVq3bk1ZWRmLFi1S8ulDTqcTwzAIDg7mzDPPpKysjLFjx/L666/Ts2dPwDU8XadOnXj77bd17PkJnTf9n5LPFsDhcOB0OgkPDycsLIxbb70V0zR56aWXCAsL80zv98gjjzB69GhGjx6NaZqUl5d7LgGKbzgcDrZv305paalnWUREBDabjQceeICtW7fSpUsXrrnmGq688koGDhzIqlWr2LBhAx06dOC8887zJD7iXUVFRWRmZhIUFAS49qXVaqVPnz5YLBZ2795N3759KS8vp0ePHixYsIDt27ezdu1aEhISOPHEE0lMTPTxVrRs7sTz1FNPJTs7m+HDh/PYY49x5ZVXsnTpUo466ii+/vprrrjiCgYOHMiaNWt07PkBnTf9n5LPFsBisWC1WjnllFP48ccfGT16NNdffz2hoaHMnz8fm83Ghx9+SHBwMGVlZQQHB2MYhueXpvhOSEgIERERFBYWYrfbsVgsTJs2jY4dO3L55ZeTmJjI/PnzmTt3Lp07d2bw4MEamNxPJCQk0KFDB1avXs2FF17o6UUpKyvDbrd77uUMCgrCNE3i4uKIi4vzDDovvue+7BoREcEXX3zBtGnTmDx5Mk899RSXXXYZvXv3Jisrix49etClSxe6dOni24AF0HkzECj5bIbsdrunKrOi1q1b8+677wLQvn17UlJSCA0NpaSkhPfee4/bb7+9Uk+n7nfxHffMGkcffTSLFi2iZ8+e2Gw2SktLmTBhAr169SI5ORmAvn37MnToUL788ksGDx7s48jFXZxnsVh45plnWL9+faXLd1WN2VlUVMSGDRvo2bOnLvX5EXdv9emnn877779PXl4ep512GpGRkdxwww2sXLmS6dOnEx8fX+15V7xH583AoaGWmiH3CfDVV18lPT3dk0T269eP6OhoysrKuPPOO/nll1+YNWsW48ePZ8GCBTzzzDO+DFsOcDgclRL/E0880fNHQUhICOeee67nBOp0OmnVqhUJCQkaEssPuO8RNAyDgoICEhMTGTp0KODarwD5+flYLBbCwsIAV1XutGnTmDRpkmecT/EN9z5ys1qtgGtYuvT0dP744w/ANXSdw+EgOTmZJ554gvXr1yvx9DGdNwOLks9mxt2rsmjRIubNm+cZrxMgLi6OzMxMzj33XFauXMncuXMZMmQIY8eOZcKECQwfPtxXYUsF7l94d911Fx988IFnuXvfhoSEVOpdS01NxW63e4aA0Ww4vuMeqmXSpEm8//77lZIZ937dv38/4Bpo3m638+STT/LZZ5/x4osvqrjIx6o69ux2O+Hh4fTo0YOSkhIefPBBVq5cycKFC5kyZQpRUVFMmjSJsrIyHXs+pPNmYNGfagGutLSU9evXeypnk5KSiI+P59prr+Wcc86hY8eOgOsvvaioKPr168f27dt54IEHPPeWdezYkVtuuUV/ufuRvXv38ueff3L99dd7lrn/qncPgRUfHw+4emH27dvn6WHT7RK+lZWVRWxsLCeeeKLnF2JVCgsLmTVrFh988AGvv/46xx57rBejlKrY7XYyMzPZtGmT59hznxe7dOnCxIkTad26NXPnzuXEE08E4PHHHychIUHFmV5WXl5eqS7BNE327dtXad+Bzpv+yjCV7gesgoICrr32WkpLS8nPzycjI4PevXtzwQUXcNlllwEH74Fx++OPPwgPD/dcfhDfck97mpGRQXBwMKNGjSI+Pp7IyEhKSkoIDQ2t1N40Tb799lsmTJgAQKdOnbBarTz11FP06NHDF5vQYpWUlPDMM89w5ZVXHlascOgvRjh4LK5YsYJbb72VpKQk9u7dy+uvv+4ZN1K8p7i4mGXLlpGZmUlISAjjxo3zPOcuvISD++2DDz5g2bJl/POf/6R3794+ilrAdXxddtllnHfeeUycOBFwdbBYLJZK+85N503/o+QzQJWVlXH11VcTGhrKfffdR48ePfj++++ZMWMGu3fv5vbbb+eaa64BDs4nrbnZ/UthYSGjRo0CXL0rhYWFFBYWcskll3D11VeTkJBw2B8PbitXriQvL4+oqCi6d+9O27ZtvR1+i7d//35OO+00Ro0axQ033FDnYZEyMzM555xzcDqdvPXWWxxzzDFNHKkcqqCggCuuuALDMMjLyyM3N5fu3bvz+uuv19hbnZGRQZs2bbwYqVQlMzOTkSNHesbyHDt2bJ1ep/Om/9B11gC1ceNG9uzZw/3338/RRx8NwKBBg7j11luZNGkS8+bNw+l0Mm7cuEpJZ1lZGUVFRcTExPgocgHXX+JPPvkkrVq1Yvbs2bRu3ZqQkBAefPBBPvjgA3bv3s3dd99NUlJSpQTU/bOqM33LXdxgGAZLly4lLy+P++67jw4dOtT4OtM0adWqFddffz3Dhg3TFQgfcDgc3H333URHR/P4448THh7OmjVreOCBB/jggw+46KKLPG3dx5v7f3fi6e5lE99o3bo1AwYMYPny5Tz22GMUFhbyz3/+s9r2Om/6Hx09AWr//v1kZGTQpUsXrFYrZWVlgGs8uj59+jB48GBef/11PvvsM89rysrKePjhh5k9e7aqan3MMAxSU1Pp3r07iYmJhIaGYrFYmD59OqNHj+b3339n1qxZpKWlVer5LC4u5qeffvJh5AKu4obi4mLCwsK45pprWL16NY8++ihpaWnVvqawsJBvv/0W0zS54YYblHj6SG5uLqmpqQwdOpTOnTvTtm1bevXqRVhYGIWFhaxZs4ZNmzaRnZ1dKfEsKiryHHtKPH3HfSUvKiqKk08+mZtvvpmnnnqKF1544bC27gu7Om/6Hx1BAapjx44EBQWxbNkyiouLPfe4fPnllyQmJjJ69GjKy8v58MMPKS4uBiA4OBir1crll1+uAeT9QHFxMfv27QNcyaj7D4Kbb76Ziy++mHXr1rF48WKKiooA14n0mWee4c477yQ7O9tncYvLli1bCA0N5YorrmDKlCmsWrWqxgT0gw8+4Pbbb6egoKDGS7vStCwWC3v27PEce+DqDS0vL+f555/n6quvZsyYMUyZMoU9e/Z4ElAde/7BnfifeuqpmKbJiBEjuPLKK/n3v//NSy+9BMCLL76ofefvTAkIRUVF5ltvvWW+8MIL5rvvvmuWlZWZN9xwg9mvXz/zgQceMF977TXzjjvuMI877jjz119/NU3TNF9//XWzZ8+e5u+//+7j6KUqr732mjl48GDzvffe8ywrKyvz/PzQQw+Z/fv3Nzds2OBZlpKSYm7cuNGbYYppmiUlJeZDDz1kbt682bPs448/Ni+//HLT4XCYpmmaH330kdm7d29z4sSJZmpq6mHrSEtLM3fu3Om1mKVqeXl55tixY80XX3zRLC4uNk3TNK+99lrzvPPOM7/44gszNTXVnDVrlnnKKaeYzz77rOd1Ovb8y6pVq8yTTz7Z3Lt3r7l3715z+vTp5jHHHGOOHDnSPO2008wtW7Z42mrf+R8lnwGgoKDAHD58uHnOOeeY/fv3N/v06WNeeOGF5kcffWRed9115rnnnmuecsop5vnnn2+uXr3a87q//vrL7NWrl/nBBx+YpmmaTqfTV5vQ4lWVvKSkpJgXX3yxOXr0aHPVqlWe5RUT0HPPPdd86KGHTNM0zfLycu8FLJUUFBSYxxxzjHnLLbd4fqmVl5eb+/fv97QpLy+vNQEV76t47LnPgXv37q10nG3ZssXctm1bpXPkP/7xD/Oyyy4zTVPHnq9Udd5076PS0lLzwgsvNNesWWOapuuPivPPP9/s0aOHOWXKFE977Tv/pMvufs7pdPLAAw8QGRnJvHnz+Pjjj3n55ZeJjY3l0UcfpX///sycOZOPP/6YpUuX0r9/f89ri4qKaN26Ne3atQM0jpkv2e123nrrLebOncvWrVtxOp106dKF+++/n02bNjF37lzWrFkDuOb6dg9OHh8fT15eHoDGYfURh8OBw+EgLCyM5cuX88gjj7B9+3ZsNlulymebzcaQIUN4/PHHWbVqFdOnT2fPnj0+jFyg8rG3bds2TNMkPj7ec+uR0+mka9euJCcnYxiGZ2KO1q1bey7x6tjzjUPPm3Dw91hwcDCGYbB27VoAHnnkEbKysjjvvPNYunQpc+fOBbTv/JWSTz9XXFxMamoqZ5xxBt27dycuLo5evXrx0ksvMXDgQJ555hlWr15NSEgIpaWlvPnmm+zYsYPNmzezdOlSjenpBw5NXh599FG2b9+O0+mkb9++zJs3j99++41///vffPTRR4CroCUnJweHw+EZDsTUqGg+YbVaKSoqwmKxcP3117Njxw4efPBBtm/f7mnj3jfuBHT69OmsWLGC2bNnV5plTLyrqmNvx44dnudN08RisWAYhqdo02azkZWVRVpaGt27d8fpdOrY84Hqzptw8Hjr27cvhYWF3HfffXz33Xe88MIL3HfffVx44YW8+uqrusfTj2mcTz9XWlrKpZdeSp8+fZg2bRrgOijdBQt33303H3/8MU8++STx8fE8/PDDbN26lU6dOlFaWsqCBQs0iK4f2Lt3L8OHD+eKK67gww8/JDExkUceeYQuXbpgsVj48ccfmTp1KiUlJfTu3ZvExEQ2bdrEzz//zJtvvqk/IHzshx9+4LbbbmPx4sWkp6dzzz330LVrVx577DG6dOkCVJ7QwW6389VXX9G1a1e6du3qw8ilqmOv4n4D1+w3n3/+OWFhYURHR7NixQq++eYbXn/9dY466ijfBd/C1bbvli5dyoMPPkjbtm155plnPLP2paenY7VaNSarP/PZBX+pk/LycvPee+81hw8fXqlwqOJ9LBMmTDDPPfdcs6ioyExLSzNXrFhhfv/99+bevXt9EbJU4fvvvzf79+9vbtq0yfzmm2/MgQMHmldddZW5detWT8HKX3/9Zc6ZM8ccNmyYef7555vXXnutuWnTJh9HLqZpmitXrjTHjBnjOe6+/fZbc9CgQeZVV11lpqSkeNrpvmr/U92xV3G/bdu2zTz77LPNHj16mGeeeaZ52WWXqUDFD1S377Zt22aapmlu3brVfOSRR8x169b5OFKpLyWfAWDz5s3miSeeaN5xxx3mvn37PMvtdrvn+VNOOcVcvHixr0KUWtSUvGzduvWwpKW4uNgsKSnxRahSBYfDYWZmZlZ6XF0CKv6lpmPPncSYpmmmpqaaf/31l5mSkmLm5ub6KlypoLp9d+WVV5o7duwwTdM1EowEHl12DxDLli3jnnvu4ZJLLuHWW2+ldevWnudKS0sZOnQow4YN46677vJhlFIdp9NJTk4OcXFxnsfff/8999xzD8nJyTz66KO6tO7nzEOmOq24D7t168bDDz+sS7R+qLZj75FHHvEUG4l/qWnfde7cmenTp1e6fUIChwqOAsTQoUO5//77effdd3niiSfYvHmz57mcnByio6M9B6j+nvA/FouF2NjYSo8HDRrEk08+SUpKClOnTvVUc4p/OjQ5ce/DmTNn8tNPPzFz5kzNHOaHajv2pk2bxrZt23wYoVSnpn23Y8cOpkyZovNmgFLPZwBxOBx88MEHPPTQQ3Tr1o2//e1vtGvXjh9++IHVq1fz9ttv06lTJ1+HKfXgdDr54YcfmDBhAqeeeipz587V7FMBxul0snr1atq3b6/e6wCiYy9wad8FPiWfAWjjxo0888wzbNq0CYfDQYcOHZg2bZqq2gOUkhcR39CxF7i07wKbks8AVVJSQlFREWVlZURGRhIZGenrkERERERqpeRTRERERLxGBUciIiIi4jVKPkVERETEa5R8ioiIiIjXKPkUEREREa9R8ikiIiIiXqPkU0RERES8RsmniIiIiHiNkk8RERER8RolnyIiIiLiNUo+RURERMRrlHyKiIiIiNco+RQRERERr/l/QywNYSWcTk0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 37 - 制作K线图｜展示非交易时间\n",
    "\n",
    "<br>\n",
    "\n",
    "使用 df2 数据，筛选 8月3日-8月4日的数据，制作蜡烛图并展示非交易时间区间"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![](http://liuzaoqi.oss-cn-beijing.aliyuncs.com/2021/09/16/16317972442543.jpg?域名/sample.jpg?x-oss-process=style/stylename)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  },
  "toc": {
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